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System, Method, and Computer Program Product for Incorporating Knowledge from More Complex Models in Simpler Models

机译:用于将来自更复杂模型的知识整合到更简单模型中的系统,方法和计算机程序产品

摘要

A system, method, and computer program product for incorporating knowledge from more complex models in simpler models. A method may include obtaining first training data associated with a first set of features and second training data associated with a second set of features different than the first set of features; training a first model based on the first training data and the second training data; and training a second model, using a loss function that depends on an output of an intermediate layer of the first model and an output of the second model, based on the second training data.
机译:一种系统,方法和计算机程序产品,用于将来自更复杂模型的知识合并到更简单模型中。一种方法可以包括获得与第一组特征相关联的第一训练数据和与与第一组特征不同的第二组特征相关的第二训练数据;基于第一训练数据和第二训练数据训练第一模型;基于第二训练数据,使用依赖于第一模型的中间层的输出和第二模型的输出的损失函数来训练第二模型。

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